{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fit.datamodules.tomo_rec import LoDoPaB_TRecFITDM\n",
    "from fit.utils.tomo_utils import get_polar_rfft_coords_2D, get_polar_rfft_coords_sinogram\n",
    "from fit.utils import denormalize, convert2DFT\n",
    "from fit.modules import TRecTransformerModule\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import torch\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from pytorch_lightning import Trainer, seed_everything\n",
    "from pytorch_lightning.callbacks import ModelCheckpoint\n",
    "\n",
    "import wget\n",
    "from os.path import exists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global seed set to 22122020\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "22122020"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seed_everything(22122020)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dm = LoDoPaB_TRecFITDM(batch_size=4, gt_shape=111, num_angles=33)\n",
    "# FIT: TRec + FBP vs FIT: TRec\n",
    "with_fbp = True\n",
    "\n",
    "dm.prepare_data()\n",
    "dm.setup()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "angles = dm.gt_ds.get_ray_trafo().geometry.angles\n",
    "det_len = dm.gt_ds.get_ray_trafo().geometry.detector.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_shape = dm.gt_shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "proj_r, proj_phi, src_flatten = get_polar_rfft_coords_sinogram(angles=angles, \n",
    "                                                               det_len=det_len)\n",
    "target_r, target_phi, dst_flatten, order = get_polar_rfft_coords_2D(img_shape=img_shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_heads = 8\n",
    "d_query = 32\n",
    "model = TRecTransformerModule(d_model=n_heads * d_query, \n",
    "                              sinogram_coords=(proj_r, proj_phi),\n",
    "                              target_coords=(target_r, target_phi),\n",
    "                              src_flatten_coords=src_flatten, \n",
    "                              dst_flatten_coords=dst_flatten, \n",
    "                              dst_order=order,\n",
    "                              angles=angles, \n",
    "                              img_shape=img_shape,\n",
    "                              detector_len=det_len,\n",
    "                              loss='prod', \n",
    "                              use_fbp=with_fbp, \n",
    "                              init_bin_factor=1, \n",
    "                              bin_factor_cd=5,\n",
    "                              lr=0.0001, \n",
    "                              weight_decay=0.01, \n",
    "                              attention_type='linear', \n",
    "                              n_layers=4,\n",
    "                              n_heads=n_heads, \n",
    "                              d_query=d_query, \n",
    "                              dropout=0.1, \n",
    "                              attention_dropout=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: True\n",
      "TPU available: False, using: 0 TPU cores\n"
     ]
    }
   ],
   "source": [
    "trainer = Trainer(max_epochs=350, \n",
    "                  gpus=1,\n",
    "                  checkpoint_callback=ModelCheckpoint(\n",
    "                                            dirpath=None,\n",
    "                                            save_top_k=1,\n",
    "                                            verbose=False,\n",
    "                                            save_last=True,\n",
    "                                            monitor='Train/avg_val_mse',\n",
    "                                            mode='min',\n",
    "                                            prefix='best_val_loss_'\n",
    "                                        ), \n",
    "                  deterministic=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment the next line if you want to train your own model. \n",
    "# trainer.fit(model, datamodule=dm);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not exists('./models/trec_lodopab/lodopab_trec.ckpt'):\n",
    "    wget.download('https://cloud.mpi-cbg.de/index.php/s/PBGWkv9qCFFRW5z/download',\n",
    "                  out='./models/trec_lodopab/lodopab_trec.ckpt')\n",
    "    \n",
    "if not exists('./models/trec_lodopab/lodopab_trec_fbp.ckpt'):\n",
    "    wget.download('https://cloud.mpi-cbg.de/index.php/s/utoq7YHxITd8VJy/download',\n",
    "                  out='./models/trec_lodopab/lodopab_trec_fbp.ckpt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "if with_fbp:\n",
    "    path = './models/trec_lodopab/lodopab_trec_fbp.ckpt'\n",
    "else:\n",
    "    path = './models/trec_lodopab/lodopab_trec.ckpt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = TRecTransformerModule.load_from_checkpoint(path, \n",
    "                                               sinogram_coords=(proj_r, proj_phi),\n",
    "                              target_coords=(target_r, target_phi),\n",
    "                              src_flatten_coords=src_flatten, \n",
    "                              dst_flatten_coords=dst_flatten, \n",
    "                              dst_order=order, angles=angles, strict=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
      "/home/tbuchhol/Programs/miniconda3/envs/fit_test/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:52: UserWarning: The dataloader, test dataloader 0, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 56 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
      "  warnings.warn(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ca0f9dcc508145689d7df12041462845",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Testing: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tbuchhol/.local/lib/python3.7/site-packages/torch/nn/functional.py:1628: UserWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n",
      "  warnings.warn(\"nn.functional.tanh is deprecated. Use torch.tanh instead.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bin_factor set to 1.\n",
      "--------------------------------------------------------------------------------\n",
      "DATALOADER:0 TEST RESULTS\n",
      "{'Mean PSNR': array(30.976335525512695, dtype=float32),\n",
      " 'SEM PSNR': array(0.03192516043782234, dtype=float32)}\n",
      "--------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "test_res = trainer.test(model, datamodule=dm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "for x_fc, fbp_fc, y_fc, y_real, (amp_min, amp_max) in dm.test_dataloader():\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.cpu();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tbuchhol/Gitrepos/FourierImageTransformer/fit/modules/TRecTransformerModule.py:357: UserWarning: Casting complex values to real discards the imaginary part (Triggered internally at  /pytorch/aten/src/ATen/native/Copy.cpp:162.)\n",
      "  pred_fc_[:, :tmp.shape[1]] = tmp\n"
     ]
    }
   ],
   "source": [
    "pred_img, pred_img_before_conv = model.get_imgs(x_fc, fbp_fc, y_fc, amp_min, amp_max)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Before the projection we normalized the image, now we undo this for the visualization.\n",
    "# After denormalization we set all pixels outside of the projection-area to zero\n",
    "pred_img = denormalize(pred_img, dm.mean, dm.std) * dm.__get_circle__()\n",
    "y_real = denormalize(y_real, dm.mean, dm.std) * dm.__get_circle__()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "dft_fbp = convert2DFT(x=fbp_fc[:,model.dst_flatten_order], amp_min=amp_min, amp_max=amp_max,\n",
    "                              dst_flatten_order=model.dst_flatten_order, img_shape=model.hparams.img_shape)\n",
    "fbp_img = torch.roll(torch.fft.irfftn(model.mask * dft_fbp[0], s=2 * (model.hparams.img_shape,)),\n",
    "                     2 * (model.hparams.img_shape // 2,), (0, 1))\n",
    "\n",
    "fbp_img = (fbp_img - fbp_img.min())*y_real.max()/(fbp_img.max() - fbp_img.min())\n",
    "fbp_img = fbp_img * dm.__get_circle__()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.subplot(1,3,1)\n",
    "plt.imshow(fbp_img, cmap='gray', vmin=y_real[0].min(), vmax=y_real[0].max())\n",
    "plt.title('Filtered Backprojection');\n",
    "plt.subplot(1,3,2)\n",
    "plt.imshow(pred_img[0].detach(), cmap='gray', vmin=y_real[0].min(), vmax=y_real[0].max())\n",
    "plt.title('Prediction');\n",
    "plt.subplot(1,3,3)\n",
    "plt.imshow(y_real[0], cmap='gray')\n",
    "plt.title('Ground Truth');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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